p2p AI handbook

Design, build, and evaluate production-ready Retrieval-Augmented Generation systems

8
📚

Data & Indexing

  • Ingestion Pipeline
  • Chunking Strategy
  • Embeddings Basics
  • Metadata & Filtering
🔎

Retrieval Layer

  • Vector Similarity Search
  • Hybrid Search
  • Reranking
  • Query Rewriting
🧠

Generation Layer

  • Context Assembly
  • Grounded Prompting
  • Citation Formatting
  • Fallback Behavior
📈

Evaluation & Ops

  • RAG Metrics Baseline
  • Eval Dataset
  • Observability
  • Deployment Checklist